Diagnostic Mode
Structured browser and network diagnostics. Each section explains both observed signals and their anti-fraud relevance.
Canvas Rendering
Capture rendering signatures and variability indicators.
Hash stability
Consistency over repeated render passes.
Render anomalies
Subtle differences tied to environment or spoofing layers.
Why it matters
Canvas behavior is a useful high-signal surface for browser identity confidence.
Raw sample
canvas_hash: placeholder render_runs: 3 variance: low noise_detected: false